## Warning: package 'ggplot2' was built under R version 3.2.4
## 
## Call:
## lm(formula = Cover ~ Czscores[, 2] + Czscores[, 3] + Czscores[, 
##     4] + Czscores[, 5] + Czscores[, 6] + Czscores[, 7] + Czscores[, 
##     8] + Czscores[, 9] + Czscores[, 10] + Czscores[, 11] + Czscores[, 
##     12], data = Czscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.068410 -0.022134  0.002904  0.019711  0.060173 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     9.419e-16  3.308e-03   0.000   1.0000    
## Czscores[, 2]   3.106e-02  4.561e-03   6.809 2.94e-09 ***
## Czscores[, 3]   2.533e-02  3.933e-03   6.440 1.36e-08 ***
## Czscores[, 4]   1.080e-01  4.336e-03  24.912  < 2e-16 ***
## Czscores[, 5]   4.554e-02  4.718e-03   9.652 1.96e-14 ***
## Czscores[, 6]   4.458e-01  4.592e-03  97.084  < 2e-16 ***
## Czscores[, 7]   3.867e-01  5.499e-03  70.317  < 2e-16 ***
## Czscores[, 8]   2.821e-01  4.134e-03  68.245  < 2e-16 ***
## Czscores[, 9]  -4.732e-03  3.552e-03  -1.332   0.1872    
## Czscores[, 10]  3.881e-03  4.288e-03   0.905   0.3686    
## Czscores[, 11] -8.674e-03  4.099e-03  -2.116   0.0379 *  
## Czscores[, 12]  9.997e-02  4.827e-03  20.710  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02977 on 69 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic:  8300 on 11 and 69 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = Cover ~ CReduced[, 2] + CReduced[, 3] + CReduced[, 
##     4] + CReduced[, 5] + CReduced[, 6] + CReduced[, 7] + CReduced[, 
##     8] + CReduced[, 9] + CReduced[, 10], data = CReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.067561 -0.019531  0.001306  0.017768  0.060520 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     9.439e-16  3.324e-03   0.000   1.0000    
## CReduced[, 2]   2.942e-02  4.460e-03   6.595 6.44e-09 ***
## CReduced[, 3]   2.440e-02  3.908e-03   6.245 2.76e-08 ***
## CReduced[, 4]   1.082e-01  4.201e-03  25.762  < 2e-16 ***
## CReduced[, 5]   4.785e-02  4.392e-03  10.893  < 2e-16 ***
## CReduced[, 6]   4.467e-01  4.567e-03  97.799  < 2e-16 ***
## CReduced[, 7]   3.863e-01  5.475e-03  70.565  < 2e-16 ***
## CReduced[, 8]   2.823e-01  4.126e-03  68.424  < 2e-16 ***
## CReduced[, 9]  -7.615e-03  3.926e-03  -1.940   0.0564 .  
## CReduced[, 10]  9.881e-02  4.710e-03  20.980  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02992 on 71 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 1.005e+04 on 9 and 71 DF,  p-value: < 2.2e-16

## K-means clustering with 5 clusters of sizes 3, 1, 3, 1, 3
## 
## Cluster means:
##       Speed Acceleration  Strength   Agility Awareness Run.Block
## 1 -7.127778   -0.1458333  6.526389  1.506944 24.952778 12.736111
## 2 10.835340    0.9597222 -9.266512 41.066049  1.561883 11.044753
## 3 -7.619393    1.3935185  9.581842  8.918467 66.825412 41.536831
## 4 -3.143210    0.1944444 30.319753 -9.266512  8.775154 15.457562
## 5  9.270576    7.9824074  0.643570  3.317387 -4.350669  1.513066
##   Pass.Block    Injury   Stamina Toughness Impact.Block
## 1 16.0305556  1.247222 13.480556 26.113889    14.422222
## 2 -0.4827160 -1.842901  6.446914 -1.443364    14.148765
## 3 18.6176440  4.607767 12.447891 21.045576    46.017490
## 4  7.3331790  4.879475  4.800772  7.445216     4.512809
## 5  0.7937243 10.518107 -2.849177 -3.970936     1.219496
## 
## Clustering vector:
##        Speed Acceleration     Strength      Agility    Awareness 
##            5            5            4            2            3 
##    Run.Block   Pass.Block       Injury      Stamina    Toughness 
##            3            1            5            1            1 
## Impact.Block 
##            3 
## 
## Within cluster sum of squares by cluster:
## [1] 1501.545    0.000 4759.367    0.000 1114.627
##  (between_SS / total_SS =  74.2 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## K-means clustering with 3 clusters of sizes 3, 5, 1
## 
## Cluster means:
##        Speed Acceleration   Strength    Agility  Awareness  Run.Block
## 1  0.5800556  0.463517011 -0.1293049  0.4801616 -0.1009124 0.09407033
## 2 -0.2293335  0.059912213  0.2204297  0.1019552  0.5900687 0.56657792
## 3 -0.1312611  0.009239412  1.0125000 -0.2658931  0.1494090 0.39966852
##    Pass.Block  Toughness Impact.Block
## 1 -0.01585559 -0.1467136   0.05696775
## 2  0.51475117  0.4750469   0.57023361
## 3  0.25517181  0.1910650   0.10683397
## 
## Clustering vector:
##        Speed Acceleration     Strength      Agility    Awareness 
##            1            1            3            1            2 
##    Run.Block   Pass.Block    Toughness Impact.Block 
##            2            2            2            2 
## 
## Within cluster sum of squares by cluster:
## [1] 1.684984 1.780312 0.000000
##  (between_SS / total_SS =  64.3 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = Cover ~ Czscores[, 2] + Czscores[, 3] + Czscores[, 
##     4] + Czscores[, 5] + Czscores[, 6] + Czscores[, 7] + Czscores[, 
##     8] + Czscores[, 9] + Czscores[, 10] + Czscores[, 11] + Czscores[, 
##     12], data = Czscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.068410 -0.022134  0.002904  0.019711  0.060173 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     9.419e-16  3.308e-03   0.000   1.0000    
## Czscores[, 2]   3.106e-02  4.561e-03   6.809 2.94e-09 ***
## Czscores[, 3]   2.533e-02  3.933e-03   6.440 1.36e-08 ***
## Czscores[, 4]   1.080e-01  4.336e-03  24.912  < 2e-16 ***
## Czscores[, 5]   4.554e-02  4.718e-03   9.652 1.96e-14 ***
## Czscores[, 6]   4.458e-01  4.592e-03  97.084  < 2e-16 ***
## Czscores[, 7]   3.867e-01  5.499e-03  70.317  < 2e-16 ***
## Czscores[, 8]   2.821e-01  4.134e-03  68.245  < 2e-16 ***
## Czscores[, 9]  -4.732e-03  3.552e-03  -1.332   0.1872    
## Czscores[, 10]  3.881e-03  4.288e-03   0.905   0.3686    
## Czscores[, 11] -8.674e-03  4.099e-03  -2.116   0.0379 *  
## Czscores[, 12]  9.997e-02  4.827e-03  20.710  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02977 on 69 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic:  8300 on 11 and 69 DF,  p-value: < 2.2e-16
## K-means clustering with 3 clusters of sizes 3, 5, 1
## 
## Cluster means:
##        Speed Acceleration   Strength    Agility  Awareness  Run.Block
## 1  0.5800556  0.463517011 -0.1293049  0.4801616 -0.1009124 0.09407033
## 2 -0.2293335  0.059912213  0.2204297  0.1019552  0.5900687 0.56657792
## 3 -0.1312611  0.009239412  1.0125000 -0.2658931  0.1494090 0.39966852
##    Pass.Block  Toughness Impact.Block
## 1 -0.01585559 -0.1467136   0.05696775
## 2  0.51475117  0.4750469   0.57023361
## 3  0.25517181  0.1910650   0.10683397
## 
## Clustering vector:
##        Speed Acceleration     Strength      Agility    Awareness 
##            1            1            3            1            2 
##    Run.Block   Pass.Block    Toughness Impact.Block 
##            2            2            2            2 
## 
## Within cluster sum of squares by cluster:
## [1] 1.684984 1.780312 0.000000
##  (between_SS / total_SS =  64.3 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = Cover ~ CReduced[, 2] + CReduced[, 3] + CReduced[, 
##     4] + CReduced[, 5] + CReduced[, 6] + CReduced[, 7] + CReduced[, 
##     8] + CReduced[, 9] + CReduced[, 10], data = CReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.067561 -0.019531  0.001306  0.017768  0.060520 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     9.439e-16  3.324e-03   0.000   1.0000    
## CReduced[, 2]   2.942e-02  4.460e-03   6.595 6.44e-09 ***
## CReduced[, 3]   2.440e-02  3.908e-03   6.245 2.76e-08 ***
## CReduced[, 4]   1.082e-01  4.201e-03  25.762  < 2e-16 ***
## CReduced[, 5]   4.785e-02  4.392e-03  10.893  < 2e-16 ***
## CReduced[, 6]   4.467e-01  4.567e-03  97.799  < 2e-16 ***
## CReduced[, 7]   3.863e-01  5.475e-03  70.565  < 2e-16 ***
## CReduced[, 8]   2.823e-01  4.126e-03  68.424  < 2e-16 ***
## CReduced[, 9]  -7.615e-03  3.926e-03  -1.940   0.0564 .  
## CReduced[, 10]  9.881e-02  4.710e-03  20.980  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02992 on 71 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 1.005e+04 on 9 and 71 DF,  p-value: < 2.2e-16

##          OVR      Speed Acceleration    Strength    Agility  Awareness
## 1 -0.7003612 -0.3382946  -0.05253018  0.07311669 -1.0078559 -0.6178031
## 2  0.0103748 -0.5081585  -0.83955590 -0.24790062  0.3809769  0.2900050
## 3  0.5392347  0.4626865   0.62116940  0.62041510 -0.1085573  0.4376803
## 4 -0.9254350  1.0847741   0.26827914 -0.92127614  1.0018012 -1.0183235
## 5  1.8481439 -0.7434017   0.04911572  0.43361375  0.3625039  1.5039867
##     Run.Block  Pass.Block      Injury    Stamina  Toughness Impact.Block
## 1 -0.75214939 -0.06454089 -0.05807338 -0.4985922 -0.2478461  -0.59328507
## 2 -0.08518142 -0.16331335 -0.75515098  0.5932885  0.4929942   0.02916456
## 3  0.52840222  0.04701654  0.43242330 -0.1829124 -0.1421667   0.29587921
## 4 -0.57207182 -0.64815664  0.15127795 -0.5632314 -0.8387588  -0.62020395
## 5  1.64931363  1.24241217  0.42136702  1.2060786  1.1373336   1.59135035

##        Speed Acceleration   Strength    Agility  Awareness  Run.Block
## 1  0.5666191    0.6694665  0.5981055 -0.5372708 -0.4636622 -0.1882797
## 2 -0.1432707   -0.3633631 -0.7283193  0.2552645  0.2140204 -0.1998089
## 3 -0.1950413    0.2757304  0.6580421 -0.7106144  0.4252526  0.2321450
## 4  1.3766794    0.6085817 -0.6718271  1.4364063 -0.6083780 -0.2202920
## 5 -1.3796067   -0.9916118  0.2272509 -0.3457358  0.3752721  0.4018342
##      Pass.Block       Injury      Stamina   Toughness Impact.Block
## 1 -0.2109533338  0.682007361  0.003786825  0.02909483  -0.47046985
## 2 -0.0005605134 -0.128822849  0.152396887  0.38618610   0.41901504
## 3  0.2619467519 -0.007495374 -0.934061496 -0.32121896  -0.03897758
## 4 -0.2882529576  0.205200927 -0.237191793 -0.75887050  -0.15081940
## 5  0.2332437241 -0.700845220  0.790448774  0.42877085   0.15846232

##          OVR       Speed Acceleration    Strength    Agility    Awareness
## 1 -0.7687157  0.05642518    0.1216488  0.03158477 -1.0341512 -0.719891558
## 2 -0.2088992 -0.55296675   -1.0256518 -0.17146017  0.2054835 -0.007476798
## 3  0.3685607 -0.18553926    0.5370439  0.52605892 -0.3948886  0.476349858
## 4 -0.9280086  1.09356337    0.3111403 -0.98051618  1.1113703 -1.000917648
## 5  1.7260261 -0.15577380    0.2125596  0.44927722  0.5868187  1.337607414
##    Run.Block Pass.Block  Toughness Impact.Block
## 1 -0.6651570 -0.3360446 -0.5552531  -0.55640443
## 2 -0.2104875 -0.2703451  0.4819798   0.05117911
## 3  0.1312143  0.2959277  0.2038675  -0.26041134
## 4 -0.6101652 -0.6397867 -0.8071228  -0.61095059
## 5  1.5805901  1.0383940  0.6357873   1.57284362

##        Speed Acceleration    Strength    Agility  Awareness    Run.Block
## 1  0.1978817    0.9995768 -0.06842342 -0.5288892 -0.2652210 -0.327224576
## 2 -0.1139392   -0.7137789 -0.27348801  0.4741461  0.2476272 -0.006715405
## 3  0.1986806    0.1323655  1.01765970 -0.7967618  0.1203775 -0.078008839
## 4  1.3039418    0.5030886 -0.68277556  1.2668129 -0.6964526 -0.256389585
## 5 -1.5618837   -0.6343360 -0.04205956 -0.5023811  0.4773947  0.659163080
##    Pass.Block  Toughness Impact.Block
## 1  0.00198835  0.4086528   -0.4183414
## 2 -0.14089449  0.3501489    0.1768938
## 3  0.13127310 -0.5729245   -0.1526613
## 4 -0.36516036 -0.8372741   -0.2357911
## 5  0.40238770  0.6383140    0.5634008

##      Overall       Speed   Blocking   Strength
## 1 -0.8261098 -0.55105275 -0.6820214  0.5569636
## 2 -0.3319383  0.05272298 -0.2044342 -0.7788294
## 3  0.2848692 -0.16649591  0.1862074  0.6620393
## 4 -1.1847261  0.96245353 -0.9380553 -1.4760239
## 5  1.7594830  0.23103610  1.3853302  0.5406474

##        Speed   Blocking   Strength
## 1  0.3085753 -0.6247109  0.3161355
## 2  0.2616222  0.1531367 -0.4147590
## 3 -0.6665182 -0.1917304  0.8582486
## 4  1.3951158 -0.2211275 -1.1739883
## 5 -0.6321123  0.7473175 -0.1152052

##      Overall Pass Blocking  Quickness Run Blocking    Strength       Speed
## 1 -0.6203079    -0.2420405 -1.0883645   -0.5579323  0.19970598 -0.05959829
## 2 -0.3455150    -0.6286111  0.4148440   -0.1824399  0.26001033 -0.70982374
## 3  0.5081214     0.2498868  0.4102927    0.4527910 -0.07170331  0.15521589
## 4 -0.9877865    -0.8399810  1.0619583   -0.7824337 -1.21437283  0.84838175
## 5  1.8832736     1.7086738  0.1112712    1.4330164  0.68945038 -0.28943226

##   Pass Blocking  Quickness Run Blocking   Strength      Speed
## 1    -0.1999182 -0.6474777   -0.2785211  0.5141258  0.6117913
## 2    -0.5009073  0.5680895    0.2707849  0.1168416 -0.4548086
## 3     0.5400796 -0.9307264    0.2987264  0.6731393 -0.5812189
## 4    -0.6323188  1.1690757   -0.5265160 -0.9891387  0.9788979
## 5     0.8934214  0.1858455    0.1027770 -0.8255353 -0.3565086
##                            Speed     Blocking    Strength
## Eric Wood            0.064560577  0.089770646 -0.15433122
## Stefen Wisniewski   -0.257387970  0.472586699 -0.21519873
## Peter Konz           0.364439220  0.063905738 -0.42834496
## Tyler Larsen        -0.768738094 -0.745703474  1.51444157
## Kraig Urbik         -1.363951056  0.052883603  1.31106745
## Nick Mangold        -1.163675955  1.064457150  0.09921881
## Marcus Martin        0.485478467  0.009786616 -0.49526508
## T.J. Johnson        -0.538818268 -0.096498461  0.63531673
## Gino Gradkowski      0.410688757 -0.256695151 -0.15399361
## Cameron Erving       0.663642732 -0.257452950 -0.40618978
## Jonotthan Harrison  -0.052776666 -0.231722132  0.28449880
## James Stone          0.419963844  0.110204516 -0.53016836
## Brian Folkerts      -0.305190488 -0.718640631  1.02383112
## Shaq Mason           1.155572703 -1.279010601  0.12343790
## Jeremy Zuttah        0.025677828  0.303636924 -0.32931475
## Kory Lichtensteiger -0.429366495  1.139341683 -0.70997519
## Cody Wallace        -0.286712325  0.060791788  0.22592054
## John Sullivan       -0.955546432  0.966307471 -0.01076104
## Garrett Gilkey      -0.146734852 -0.541182634  0.68791749
## Mitch Morse         -0.431239583 -0.805183622  1.23642321
## Patrick Lewis       -0.039048923 -0.294928784  0.33397771
## Julian Vandervelde   0.391800401 -0.245386008 -0.14641439
## Wesley Johnson       0.806043079 -0.521660807 -0.28438227
## Khaled Holmes        0.434431137  0.480694983 -0.91512612
## Ryan Kalil          -0.007852413  0.374717133 -0.36686472
## David Molk          -0.558088613 -0.789883097  1.34797171
## Gabe Ikard           1.752475407 -0.039054196 -1.71342121
## Dillon Farrell       0.298337131 -0.432912839  0.13457571
## Travis Frederick    -1.597247355  1.215280212  0.38196714
## Reese Dismukes       0.393740679 -0.033329903 -0.36041078
## Corey Linsley       -0.312673483 -0.244243575  0.55691706
## B.J. Finney          0.115431929  0.499701586 -0.61513351
## Eric Kush            1.216488283 -0.164465635 -1.05202265
## Jason Kelce          0.924496568  0.528748344 -1.45324491
## Travis Swanson       0.433353571  0.083597704 -0.51695127
## Brian Schwenke       0.315345231 -0.826800785  0.51145555
## Russell Bodine      -0.866718508 -0.679658973  1.54637748
## Shane McDermott     -0.034449892 -0.187061990  0.22151188
## Josh Allen           0.483784677 -1.184662743  0.70087807
## Hroniss Grasu        1.619046711 -0.175796148 -1.44325056
## Brett Goode          1.143599908  0.088265326 -1.23186523
## Nick Sundberg        1.687215395 -0.031084128 -1.65613127
## Ted Larsen           0.353635200  0.556859903 -0.91049510
## Tim Lelito          -0.834184588  0.230117019  0.60406757
## Weston Richburg      0.148041868 -0.053951208 -0.09409066
## Evan Smith          -0.303306945  0.346868051 -0.04356111
## Joe Hawley          -0.053575527  0.267095903 -0.21352038
## Michael Brewster    -0.718530493 -0.345299373  1.06382987
## Will Montgomery     -1.257788573  0.479068143  0.77872043
## James Ferentz        0.545668533  0.041084333 -0.58675287
## Max Garcia          -0.491447649 -0.497946288  0.98939394
## Tim Barnes           0.276915174  0.309582170 -0.58649734
## Matt Paradis         0.074327823 -0.097069354  0.02274153
## J.D. Walton          0.133543283  0.662483312 -0.79602660
## Braxston Cave       -0.764559164 -0.209205310  0.97376447
## J.C. Tretter         0.680484555 -0.787281764  0.10679721
## Garrison Sanborn     1.101366272 -0.542682639 -0.55868363
## Daniel Kilgore      -0.715714923  0.265785557  0.44992937
## Alex Mack           -0.811922366  0.598196903  0.21372546
## Dalton Freeman      -0.067392128 -0.572349551  0.63974168
## A.Q. Shipley        -0.507723938  0.262141738  0.24558220
## Darren Keyton        0.092311126  0.065251046 -0.15756217
## Max Unger           -0.894398456  1.303206923 -0.40880847
## Cody White           0.728272440 -0.545136940 -0.18313550
## Rodney Hudson       -0.095768459  1.110203862 -1.01443540
## Lemuel Jeanpierre    0.117072528  0.092542433 -0.20961496
## Ben Jones           -0.501506745  0.182708512  0.31879823
## Trevor Robinson     -0.305189882 -0.271487544  0.57667743
## Luke Bowanko        -0.612229931  0.330378809  0.28185112
## Bryan Stork         -0.269296517  0.795788357 -0.52649184
## Austin Reiter        1.536619458 -0.520593288 -1.01602617
## Greg Warren          0.212397101  0.514776105 -0.72717321
## Chris Watt          -1.118492014  0.109642076  1.00884994
## Andy Gallik         -0.796209630 -0.021938236  0.81814787
## Joe Berger          -0.512968411  0.461524475  0.05144394
## Jacques McClendon   -0.286403201 -0.045270950  0.33167415
## Taylor Boggs        -0.774725741  0.063624641  0.71110110
## Demetrius Rhaney     1.574734228 -1.133484834 -0.44124939
## Ryan Jensen         -0.115957912 -0.716529584  0.83248750
## Mike Pouncey         0.183240122  0.093475059 -0.27671518
## Maurkice Pouncey    -0.438733382  0.396162680  0.04257070
##                     Pass Blocking   Quickness Run Blocking     Strength
## Eric Wood            -0.006902183  0.71636166  0.070043107 -0.191198887
## Stefen Wisniewski    -0.679185463  0.39539862  0.985837780 -0.092540867
## Peter Konz           -0.655852023  1.09901373  0.282152006 -0.433928330
## Tyler Larsen          0.217618618 -0.82893335 -0.777922438  1.715254651
## Kraig Urbik           1.414652957 -1.91338080 -0.237396514  1.415909159
## Nick Mangold          1.413571773 -1.62887956  0.925028376  0.078766377
## Marcus Martin        -0.578488068  0.82584493  0.149817281 -0.524356680
## T.J. Johnson          0.158629062 -0.82629792 -0.021315780  0.752747730
## Gino Gradkowski      -1.045894858  1.21712782  0.083590511 -0.081633680
## Cameron Erving        0.946852833  1.20829667 -1.031325959 -0.718546390
## Jonotthan Harrison   -0.865341774 -0.50795140  0.203575112  0.468732744
## James Stone          -0.253389627 -0.70877207  0.175313410 -0.565929952
## Brian Folkerts       -0.293066881 -0.50545842 -0.612724921  1.202187519
## Shaq Mason           -2.019797974  0.89976462 -0.844840471  0.280524802
## Jeremy Zuttah        -1.152582646 -0.01576980  0.955384831 -0.163948443
## Kory Lichtensteiger   1.334069273 -0.34781872  0.817404366 -0.912918378
## Cody Wallace          0.867395536 -0.76404271 -0.277330391  0.161201322
## John Sullivan        -0.052669951 -0.05916633  1.466542901  0.132415862
## Garrett Gilkey       -0.011454123 -0.66663219 -0.585695700  0.781113129
## Mitch Morse           0.252701827 -1.14498668 -0.948695991  1.373481272
## Patrick Lewis         0.289697598 -0.11052683 -0.489884270  0.317935974
## Julian Vandervelde   -0.375578965 -0.66451614 -0.186246786 -0.130473065
## Wesley Johnson       -0.715748278  0.38650667 -0.490461110 -0.309893320
## Khaled Holmes         0.648456976  0.62685624  0.102634985 -1.165986443
## Ryan Kalil           -1.147326043  0.35494021  1.042721229 -0.212859497
## David Molk           -0.919691827  1.06245670 -0.353005707  1.642539800
## Gabe Ikard           -0.131098288  1.98100354 -0.531315586 -2.113004842
## Dillon Farrell       -0.436856438 -0.09457042 -0.378258993  0.176871986
## Travis Frederick      0.897644325 -0.70691054  1.472603474  0.503954168
## Reese Dismukes       -0.445041998  1.00520786  0.051430578 -0.396433871
## Corey Linsley         0.579060954 -0.46785844 -0.500148945  0.557565771
## B.J. Finney           0.983898632 -0.57709352  0.080123531 -0.825452349
## Eric Kush            -0.384452995  1.10585052 -0.373651769 -1.263633606
## Jason Kelce          -0.703855007  0.72796515  0.721719959 -1.590078866
## Travis Swanson       -0.725143252  0.52784883  0.346917465 -0.508311997
## Brian Schwenke       -0.996743949 -0.39950429 -0.552654461  0.680060082
## Russell Bodine       -0.822945148 -1.62946413 -0.096423761  1.959726454
## Shane McDermott       0.503216040 -0.66954383 -0.455606752  0.178540029
## Josh Allen           -0.577115307  0.98109646 -1.300593019  0.753057591
## Hroniss Grasu         0.814935386  0.83024669 -1.114194540 -1.930438397
## Brett Goode          -1.072000985  1.49328345  0.294830486 -1.344561804
## Nick Sundberg        -0.603155699  2.22396941 -0.271216891 -1.972919201
## Ted Larsen            0.184359607  0.66777416  0.454836291 -1.073628402
## Tim Lelito            0.509730724 -0.94958277  0.274536938  0.706623053
## Weston Richburg       0.702995355 -0.52275211 -0.452668901 -0.225589644
## Evan Smith           -0.337579568 -0.26360119  0.687912150  0.059281332
## Joe Hawley            0.746305961 -0.11573846 -0.048667570 -0.341077285
## Michael Brewster     -0.866869059  0.77689316  0.211979093  1.359676303
## Will Montgomery       1.404514128 -2.15158989  0.265203185  0.837939228
## James Ferentz         0.964609528 -0.21775893 -0.595117745 -0.860018766
## Max Garcia            0.342355589 -1.33227795 -0.600493381  1.109029830
## Tim Barnes            0.973481916  0.25335352 -0.224957189 -0.834247425
## Matt Paradis          0.141400624 -0.65569347 -0.186204294  0.009649936
## J.D. Walton           1.142583241 -0.23075973  0.176669331 -1.055760014
## Braxston Cave         0.360593507 -0.98489489 -0.193408657  1.116652049
## J.C. Tretter         -0.314683037  0.75029245 -0.997842078  0.051192414
## Garrison Sanborn     -1.566787813  1.87603606 -0.209777797 -0.544888181
## Daniel Kilgore       -0.152441699 -0.71222436  0.619113364  0.629940677
## Alex Mack             0.815614307 -0.69668678  0.548354372  0.225857200
## Dalton Freeman       -0.842977290 -0.80276932 -0.206851925  0.853436497
## A.Q. Shipley          0.127285371 -0.95007910  0.421805704  0.340645829
## Darren Keyton         0.128992504 -0.36034407  0.002720568 -0.191781887
## Max Unger             0.863199588 -0.88580916  1.402831378 -0.431626301
## Cody White           -0.779203625  0.33561783 -0.466150001 -0.178041710
## Rodney Hudson         1.462329332  0.18733967  0.599369700 -1.319882331
## Lemuel Jeanpierre    -0.252618281  0.48339578  0.193636842 -0.213004213
## Ben Jones            -0.127828717  0.08117866  0.429011495  0.429781241
## Trevor Robinson      -0.731635876 -0.23861272  0.144740929  0.789511535
## Luke Bowanko         -0.319568740 -0.80262205  0.762193038  0.462382814
## Bryan Stork           0.800464441 -0.06472161  0.622160498 -0.655541329
## Austin Reiter        -0.721390786  1.35694063 -0.720403576 -1.221004004
## Greg Warren           0.363621248  0.46212886  0.355954790 -0.885372703
## Chris Watt           -0.051518101 -0.42407166  0.487114820  1.257854223
## Andy Gallik           1.009189541 -0.58575673 -0.308768459  0.836268529
## Joe Berger            0.402976258  0.22749676  0.480107109  0.053598052
## Jacques McClendon    -0.329897910 -0.64022270  0.212680186  0.467761779
## Taylor Boggs         -0.393738265 -0.47345494  0.514581333  0.948570318
## Demetrius Rhaney     -0.022905572  1.23050658 -1.841404973 -0.722056538
## Ryan Jensen          -0.202439378  0.50276219 -0.744841859  0.928524942
## Mike Pouncey         -0.146986654  0.87521361  0.106268888 -0.320667660
## Maurkice Pouncey      1.063445564  0.56413298  0.027015772 -0.083526947
##                            Speed
## Eric Wood           -0.588303694
## Stefen Wisniewski   -0.609510071
## Peter Konz          -0.291385385
## Tyler Larsen        -0.326017477
## Kraig Urbik         -0.679784802
## Nick Mangold        -0.788486966
## Marcus Martin        0.127182535
## T.J. Johnson        -0.063763093
## Gino Gradkowski     -0.173189789
## Cameron Erving      -0.405277154
## Jonotthan Harrison   0.700985318
## James Stone          1.352778243
## Brian Folkerts       0.209062700
## Shaq Mason           1.684349021
## Jeremy Zuttah        0.376916054
## Kory Lichtensteiger -0.890736543
## Cody Wallace         0.012776241
## John Sullivan       -1.487122484
## Garrett Gilkey       0.482668881
## Mitch Morse          0.467499568
## Patrick Lewis       -0.007222477
## Julian Vandervelde   1.356814956
## Wesley Johnson       1.129596035
## Khaled Holmes       -0.211961756
## Ryan Kalil          -0.037475896
## David Molk          -1.432298966
## Gabe Ikard           0.794415177
## Dillon Farrell       0.732813868
## Travis Frederick    -2.167291427
## Reese Dismukes      -0.215162565
## Corey Linsley       -0.168619337
## B.J. Finney          0.338523702
## Eric Kush            0.915887847
## Jason Kelce          0.844248766
## Travis Swanson       0.358688949
## Brian Schwenke       1.268842620
## Russell Bodine       0.589106581
## Shane McDermott      0.443394511
## Josh Allen           0.143554279
## Hroniss Grasu        1.399450865
## Brett Goode          0.628448850
## Nick Sundberg        0.623322381
## Ted Larsen          -0.233341660
## Tim Lelito          -0.541307945
## Weston Richburg      0.498015302
## Evan Smith          -0.146012722
## Joe Hawley          -0.240822641
## Michael Brewster    -1.481679495
## Will Montgomery     -0.356066650
## James Ferentz        0.708285917
## Max Garcia           0.481385908
## Tim Barnes          -0.167630825
## Matt Paradis         0.690847207
## J.D. Walton         -0.032732823
## Braxston Cave       -0.298942012
## J.C. Tretter         0.511040250
## Garrison Sanborn     0.445417728
## Daniel Kilgore      -0.384387978
## Alex Mack           -0.893139095
## Dalton Freeman       0.999162043
## A.Q. Shipley         0.060342193
## Darren Keyton        0.420412880
## Max Unger           -0.948595506
## Cody White           1.087777502
## Rodney Hudson       -0.929156373
## Lemuel Jeanpierre   -0.211410128
## Ben Jones           -0.812142678
## Trevor Robinson      0.035996137
## Luke Bowanko        -0.102385057
## Bryan Stork         -0.702361998
## Austin Reiter        1.305857734
## Greg Warren         -0.296332199
## Chris Watt          -1.269379286
## Andy Gallik         -0.950932881
## Joe Berger          -1.164178176
## Jacques McClendon    0.289678642
## Taylor Boggs        -0.595958445
## Demetrius Rhaney     1.355860503
## Ryan Jensen         -0.484005893
## Mike Pouncey        -0.513828181
## Maurkice Pouncey    -1.571067364
## K-means clustering with 5 clusters of sizes 13, 24, 21, 9, 14
## 
## Cluster means:
##        Speed   Blocking   Strength
## 1  0.3085753 -0.6247109  0.3161355
## 2  0.2616222  0.1531367 -0.4147590
## 3 -0.6665182 -0.1917304  0.8582486
## 4  1.3951158 -0.2211275 -1.1739883
## 5 -0.6321123  0.7473175 -0.1152052
## 
## Clustering vector:
##           Eric Wood   Stefen Wisniewski          Peter Konz 
##                   2                   5                   2 
##        Tyler Larsen         Kraig Urbik        Nick Mangold 
##                   3                   3                   5 
##       Marcus Martin        T.J. Johnson     Gino Gradkowski 
##                   2                   3                   2 
##      Cameron Erving  Jonotthan Harrison         James Stone 
##                   2                   1                   2 
##      Brian Folkerts          Shaq Mason       Jeremy Zuttah 
##                   3                   1                   2 
## Kory Lichtensteiger        Cody Wallace       John Sullivan 
##                   5                   3                   5 
##      Garrett Gilkey         Mitch Morse       Patrick Lewis 
##                   1                   3                   1 
##  Julian Vandervelde      Wesley Johnson       Khaled Holmes 
##                   2                   1                   2 
##          Ryan Kalil          David Molk          Gabe Ikard 
##                   2                   3                   4 
##      Dillon Farrell    Travis Frederick      Reese Dismukes 
##                   1                   5                   2 
##       Corey Linsley         B.J. Finney           Eric Kush 
##                   3                   2                   4 
##         Jason Kelce      Travis Swanson      Brian Schwenke 
##                   4                   2                   1 
##      Russell Bodine     Shane McDermott          Josh Allen 
##                   3                   1                   1 
##       Hroniss Grasu         Brett Goode       Nick Sundberg 
##                   4                   4                   4 
##          Ted Larsen          Tim Lelito     Weston Richburg 
##                   2                   3                   2 
##          Evan Smith          Joe Hawley    Michael Brewster 
##                   5                   2                   3 
##     Will Montgomery       James Ferentz          Max Garcia 
##                   3                   2                   3 
##          Tim Barnes        Matt Paradis         J.D. Walton 
##                   2                   2                   2 
##       Braxston Cave        J.C. Tretter    Garrison Sanborn 
##                   3                   1                   4 
##      Daniel Kilgore           Alex Mack      Dalton Freeman 
##                   3                   5                   1 
##        A.Q. Shipley       Darren Keyton           Max Unger 
##                   5                   2                   5 
##          Cody White       Rodney Hudson   Lemuel Jeanpierre 
##                   1                   5                   2 
##           Ben Jones     Trevor Robinson        Luke Bowanko 
##                   3                   3                   5 
##         Bryan Stork       Austin Reiter         Greg Warren 
##                   5                   4                   2 
##          Chris Watt         Andy Gallik          Joe Berger 
##                   3                   3                   5 
##   Jacques McClendon        Taylor Boggs    Demetrius Rhaney 
##                   3                   3                   4 
##         Ryan Jensen        Mike Pouncey    Maurkice Pouncey 
##                   1                   2                   5 
## 
## Within cluster sum of squares by cluster:
## [1] 4.973529 4.006467 8.042210 4.109062 6.218332
##  (between_SS / total_SS =  75.3 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 18, 19, 18, 13, 13
## 
## Cluster means:
##   Pass Blocking  Quickness Run Blocking   Strength      Speed
## 1    -0.1999182 -0.6474777   -0.2785211  0.5141258  0.6117913
## 2    -0.5009073  0.5680895    0.2707849  0.1168416 -0.4548086
## 3     0.5400796 -0.9307264    0.2987264  0.6731393 -0.5812189
## 4    -0.6323188  1.1690757   -0.5265160 -0.9891387  0.9788979
## 5     0.8934214  0.1858455    0.1027770 -0.8255353 -0.3565086
## 
## Clustering vector:
##           Eric Wood   Stefen Wisniewski          Peter Konz 
##                   2                   2                   2 
##        Tyler Larsen         Kraig Urbik        Nick Mangold 
##                   3                   3                   3 
##       Marcus Martin        T.J. Johnson     Gino Gradkowski 
##                   2                   3                   2 
##      Cameron Erving  Jonotthan Harrison         James Stone 
##                   5                   1                   1 
##      Brian Folkerts          Shaq Mason       Jeremy Zuttah 
##                   1                   4                   2 
## Kory Lichtensteiger        Cody Wallace       John Sullivan 
##                   5                   3                   2 
##      Garrett Gilkey         Mitch Morse       Patrick Lewis 
##                   1                   1                   1 
##  Julian Vandervelde      Wesley Johnson       Khaled Holmes 
##                   1                   4                   5 
##          Ryan Kalil          David Molk          Gabe Ikard 
##                   2                   2                   4 
##      Dillon Farrell    Travis Frederick      Reese Dismukes 
##                   1                   3                   2 
##       Corey Linsley         B.J. Finney           Eric Kush 
##                   3                   5                   4 
##         Jason Kelce      Travis Swanson      Brian Schwenke 
##                   4                   2                   1 
##      Russell Bodine     Shane McDermott          Josh Allen 
##                   1                   1                   2 
##       Hroniss Grasu         Brett Goode       Nick Sundberg 
##                   4                   4                   4 
##          Ted Larsen          Tim Lelito     Weston Richburg 
##                   5                   3                   1 
##          Evan Smith          Joe Hawley    Michael Brewster 
##                   2                   5                   2 
##     Will Montgomery       James Ferentz          Max Garcia 
##                   3                   5                   1 
##          Tim Barnes        Matt Paradis         J.D. Walton 
##                   5                   1                   5 
##       Braxston Cave        J.C. Tretter    Garrison Sanborn 
##                   3                   4                   4 
##      Daniel Kilgore           Alex Mack      Dalton Freeman 
##                   3                   3                   1 
##        A.Q. Shipley       Darren Keyton           Max Unger 
##                   3                   1                   3 
##          Cody White       Rodney Hudson   Lemuel Jeanpierre 
##                   4                   5                   2 
##           Ben Jones     Trevor Robinson        Luke Bowanko 
##                   2                   1                   3 
##         Bryan Stork       Austin Reiter         Greg Warren 
##                   5                   4                   5 
##          Chris Watt         Andy Gallik          Joe Berger 
##                   3                   3                   2 
##   Jacques McClendon        Taylor Boggs    Demetrius Rhaney 
##                   1                   3                   4 
##         Ryan Jensen        Mike Pouncey    Maurkice Pouncey 
##                   2                   2                   5 
## 
## Within cluster sum of squares by cluster:
## [1] 19.12463 27.36677 25.99699 24.64259 13.02254
##  (between_SS / total_SS =  57.3 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = CClusterReducedReg[, 1] ~ CClusterReducedReg[, 2] + 
##     CClusterReducedReg[, 3] + CClusterReducedReg[, 4], data = CClusterReducedReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.074512 -0.022906  0.004531  0.018880  0.059824 
## 
## Coefficients:
##                          Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             9.142e-16  3.281e-03    0.00        1    
## CClusterReducedReg[, 2] 1.036e-01  4.672e-03   22.18   <2e-16 ***
## CClusterReducedReg[, 3] 1.210e+00  4.378e-03  276.32   <2e-16 ***
## CClusterReducedReg[, 4] 1.082e-01  3.554e-03   30.43   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02953 on 77 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 3.094e+04 on 3 and 77 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = CClusterFullReg[, 1] ~ CClusterFullReg[, 2] + CClusterFullReg[, 
##     3] + CClusterFullReg[, 4] + CClusterFullReg[, 5] + CClusterFullReg[, 
##     6], data = CClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.078439 -0.022801  0.003655  0.019386  0.056867 
## 
## Coefficients:
##                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          9.777e-16  3.330e-03    0.00        1    
## CClusterFullReg[, 2] 2.840e-01  3.878e-03   73.25   <2e-16 ***
## CClusterFullReg[, 3] 4.606e-02  3.771e-03   12.21   <2e-16 ***
## CClusterFullReg[, 4] 9.290e-01  4.794e-03  193.79   <2e-16 ***
## CClusterFullReg[, 5] 1.071e-01  3.710e-03   28.86   <2e-16 ***
## CClusterFullReg[, 6] 5.739e-02  4.322e-03   13.28   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02997 on 75 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 1.802e+04 on 5 and 75 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = CClusterReducedReg[, 1] ~ CClusterReducedReg[, 2] + 
##     CClusterReducedReg[, 3] + CClusterReducedReg[, 4], data = CClusterReducedReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.074512 -0.022906  0.004531  0.018880  0.059824 
## 
## Coefficients:
##                          Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             9.142e-16  3.281e-03    0.00        1    
## CClusterReducedReg[, 2] 1.036e-01  4.672e-03   22.18   <2e-16 ***
## CClusterReducedReg[, 3] 1.210e+00  4.378e-03  276.32   <2e-16 ***
## CClusterReducedReg[, 4] 1.082e-01  3.554e-03   30.43   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02953 on 77 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 3.094e+04 on 3 and 77 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = CClusterFullReg[, 1] ~ CClusterFullReg[, 2] + CClusterFullReg[, 
##     3] + CClusterFullReg[, 4] + CClusterFullReg[, 5] + CClusterFullReg[, 
##     6], data = CClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.078439 -0.022801  0.003655  0.019386  0.056867 
## 
## Coefficients:
##                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          9.777e-16  3.330e-03    0.00        1    
## CClusterFullReg[, 2] 2.840e-01  3.878e-03   73.25   <2e-16 ***
## CClusterFullReg[, 3] 4.606e-02  3.771e-03   12.21   <2e-16 ***
## CClusterFullReg[, 4] 9.290e-01  4.794e-03  193.79   <2e-16 ***
## CClusterFullReg[, 5] 1.071e-01  3.710e-03   28.86   <2e-16 ***
## CClusterFullReg[, 6] 5.739e-02  4.322e-03   13.28   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02997 on 75 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 1.802e+04 on 5 and 75 DF,  p-value: < 2.2e-16
##   Pass Blocking  Quickness Run Blocking   Strength      Speed
## 1    -0.1999182 -0.6474777   -0.2785211  0.5141258  0.6117913
## 2    -0.5009073  0.5680895    0.2707849  0.1168416 -0.4548086
## 3     0.5400796 -0.9307264    0.2987264  0.6731393 -0.5812189
## 4    -0.6323188  1.1690757   -0.5265160 -0.9891387  0.9788979
## 5     0.8934214  0.1858455    0.1027770 -0.8255353 -0.3565086
##        Speed   Blocking   Strength
## 1  0.3085753 -0.6247109  0.3161355
## 2  0.2616222  0.1531367 -0.4147590
## 3 -0.6665182 -0.1917304  0.8582486
## 4  1.3951158 -0.2211275 -1.1739883
## 5 -0.6321123  0.7473175 -0.1152052
##                     Athletic Poor Blocker Balanced Center Power Center
## Eric Wood                        71.74837        72.52019    71.311504
## Stefen Wisniewski                64.60163        67.09564    66.186367
## Peter Konz                       39.94484        41.67787    37.335032
## Tyler Larsen                     41.30990        33.31880    47.228257
## Kraig Urbik                      57.93266        53.55586    67.456119
## Nick Mangold                     90.62774        92.21129    93.614914
## Marcus Martin                    49.20276        50.99699    45.616445
## T.J. Johnson                     32.79542        30.43442    36.516374
## Gino Gradkowski                  47.31806        46.80598    44.399701
## Cameron Erving                   57.30190        57.67182    52.535744
## Jonotthan Harrison               52.00825        50.04569    52.490948
## James Stone                      30.63865        32.71997    27.924077
## Brian Folkerts                   46.47952        39.99196    49.021215
## Shaq Mason                       39.89058        34.48049    32.363027
## Jeremy Zuttah                    73.41009        75.36098    73.152950
## Kory Lichtensteiger              69.18022        75.23165    71.535883
## Cody Wallace                     42.96582        42.42571    45.038293
## John Sullivan                    74.86515        77.96824    79.890100
## Garrett Gilkey                   33.13920        29.00979    34.332080
## Mitch Morse                      44.38673        36.91191    47.882422
## Patrick Lewis                    28.62479        26.61421    28.973124
## Julian Vandervelde               33.09665        32.64921    30.592884
## Wesley Johnson                   42.38988        41.26934    36.838465
## Khaled Holmes                    34.93766        39.89515    31.832219
## Ryan Kalil                       85.25663        86.83907    85.203175
## David Molk                       68.53399        61.07780    72.378309
## Gabe Ikard                       32.17228        37.64501    21.551259
## Dillon Farrell                   34.34864        32.28746    32.494092
## Travis Frederick                 81.44396        83.79638    88.066228
## Reese Dismukes                   29.74722        30.74344    27.280321
## Corey Linsley                    89.19870        87.74779    90.278754
## B.J. Finney                      19.38477        22.43666    18.666894
## Eric Kush                        47.59956        50.64548    38.816202
## Jason Kelce                      81.42712        85.93554    76.331373
## Travis Swanson                   50.86534        53.03813    47.627629
## Brian Schwenke                   65.29595        60.35050    63.426654
## Russell Bodine                   69.05696        61.40584    74.697963
## Shane McDermott                  21.52354        20.40073    21.766144
## Josh Allen                       39.80912        32.88823    36.840965
## Hroniss Grasu                    41.24365        45.56751    30.163051
## Brett Goode                      18.17739        21.47226    13.102455
## Nick Sundberg                    10.58642        13.45756     5.921963
## Ted Larsen                       49.78236        55.28838    46.945785
## Tim Lelito                       58.80497        57.64026    64.612861
## Weston Richburg                  54.41048        54.52047    53.342152
## Evan Smith                       63.75753        65.23665    65.716297
## Joe Hawley                       48.07068        49.92788    48.359429
## Michael Brewster                 41.69916        36.70265    47.094716
## Will Montgomery                  74.67074        74.03965    81.395388
## James Ferentz                    31.97303        34.01269    28.432361
## Max Garcia                       35.95915        30.89356    39.611596
## Tim Barnes                       41.56469        44.86920    39.454024
## Matt Paradis                     22.71020        22.34838    22.326006
## J.D. Walton                      39.21642        44.64968    38.013975
## Braxston Cave                    32.69760        28.89841    38.040867
## J.C. Tretter                     67.08258        63.73225    62.700997
## Garrison Sanborn                 15.37493        15.22102    11.137705
## Daniel Kilgore                   65.02373        64.56120    69.707057
## Alex Mack                        85.93321        86.86862    88.911755
## Dalton Freeman                   48.76329        44.15752    49.491484
## A.Q. Shipley                     58.83540        59.04164    62.354945
## Darren Keyton                    23.97095        24.61979    23.422272
## Max Unger                        78.61984        83.25621    82.793083
## Cody White                       45.36076        43.77564    40.280217
## Rodney Hudson                    78.71960        84.17261    78.910237
## Lemuel Jeanpierre                46.02974        47.14969    45.132127
## Ben Jones                        55.12066        54.74816    58.701022
## Trevor Robinson                  54.52277        51.37001    56.864854
## Luke Bowanko                     50.91470        51.27916    55.295242
## Bryan Stork                      51.67117        56.78580    53.340181
## Austin Reiter                    28.83139        30.08532    20.101618
## Greg Warren                      22.72427        26.42892    21.402782
## Chris Watt                       48.75578        45.64363    56.949738
## Andy Gallik                      27.16998        24.74365    32.282068
## Joe Berger                       54.20600        55.91357    57.773153
## Jacques McClendon                44.87607        43.52915    47.001499
## Taylor Boggs                     31.64429        29.65954    36.894098
## Demetrius Rhaney                 42.00995        38.98666    31.482620
## Ryan Jensen                      46.82478        40.99531    47.967844
## Mike Pouncey                     81.08949        82.00168    80.130211
## Maurkice Pouncey                 88.35977        89.07167    89.805160
##                     Quick Center Technique Blocker
## Eric Wood               73.00201         72.292059
## Stefen Wisniewski       65.80364         69.049189
## Peter Konz              44.42568         39.615080
## Tyler Larsen            27.58666         36.724468
## Kraig Urbik             43.45934         61.712982
## Nick Mangold            89.07006         94.857710
## Marcus Martin           54.62339         48.072101
## T.J. Johnson            26.91353         33.236753
## Gino Gradkowski         49.59395         44.000579
## Cameron Erving          62.20289         53.358816
## Jonotthan Harrison      49.40221         50.059287
## James Stone             35.71607         30.582013
## Brian Folkerts          37.06716         40.864718
## Shaq Mason              41.39008         26.860530
## Jeremy Zuttah           75.76893         75.554495
## Kory Lichtensteiger     73.63502         78.366817
## Cody Wallace            40.39813         44.215787
## John Sullivan           73.18033         82.845487
## Garrett Gilkey          27.58664         29.159175
## Mitch Morse             33.11860         38.384550
## Patrick Lewis           26.11554         26.488528
## Julian Vandervelde      35.09035         30.251282
## Wesley Johnson          46.66169         35.935549
## Khaled Holmes           43.57467         37.977439
## Ryan Kalil              87.02241         87.126806
## David Molk              56.18090         63.303080
## Gabe Ikard              50.48827         28.027953
## Dillon Farrell          33.88904         30.178779
## Travis Frederick        76.41911         89.772277
## Reese Dismukes          33.34829         28.638367
## Corey Linsley           86.37544         88.528558
## B.J. Finney             23.50116         22.407294
## Eric Kush               59.46428         43.099649
## Jason Kelce             89.70244         83.012241
## Travis Swanson          56.34090         50.528258
## Brian Schwenke          61.75965         57.425863
## Russell Bodine          54.35221         65.502815
## Shane McDermott         20.07663         20.373480
## Josh Allen              35.03516         28.924142
## Hroniss Grasu           57.41903         35.837391
## Brett Goode             28.31028         16.834181
## Nick Sundberg           21.47739          8.659146
## Ted Larsen              58.47957         53.892203
## Tim Lelito              51.70388         62.812174
## Weston Richburg         55.55978         53.558124
## Evan Smith              63.46838         67.336161
## Joe Hawley              49.81507         50.604716
## Michael Brewster        31.43423         40.433511
## Will Montgomery         66.34860         80.268813
## James Ferentz           37.87197         31.081158
## Max Garcia              27.28187         32.968686
## Tim Barnes              47.25855         43.614914
## Matt Paradis            22.68738         21.917883
## J.D. Walton             46.34885         44.715186
## Braxston Cave           24.03607         32.733971
## J.C. Tretter            67.63388         58.784823
## Garrison Sanborn        20.17380         11.274378
## Daniel Kilgore          59.74171         68.824761
## Alex Mack               83.75210         89.673897
## Dalton Freeman          43.05284         43.813937
## A.Q. Shipley            55.59173         62.336334
## Darren Keyton           25.22390         24.247898
## Max Unger               79.73035         87.351480
## Cody White              48.60364         38.774671
## Rodney Hudson           84.46099         85.379304
## Lemuel Jeanpierre       48.12196         46.565015
## Ben Jones               51.20992         57.982250
## Trevor Robinson         48.79884         52.856833
## Luke Bowanko            47.06456         55.404728
## Bryan Stork             55.64458         59.410339
## Austin Reiter           40.19546         21.996162
## Greg Warren             28.21288         25.934298
## Chris Watt              37.60503         52.548286
## Andy Gallik             20.26361         28.688891
## Joe Berger              52.59859         59.556376
## Jacques McClendon       41.38076         45.186134
## Taylor Boggs            24.90281         33.923049
## Demetrius Rhaney        49.38559         28.907026
## Ryan Jensen             39.40807         40.757836
## Mike Pouncey            82.95168         81.346003
## Maurkice Pouncey        87.67493         90.490627
##                     Athletic Poor Blocker Quick Run Blocker Strong Blocker
## Eric Wood                        70.27455          74.35628      71.719104
## Stefen Wisniewski                62.05768          67.48190      64.077628
## Peter Konz                       37.34878          43.69780      36.599545
## Tyler Larsen                     38.09000          32.90547      39.486044
## Kraig Urbik                      59.85388          51.80683      66.411750
## Nick Mangold                     92.72523          91.57002      95.294899
## Marcus Martin                    47.85788          51.85995      45.651763
## T.J. Johnson                     32.58853          29.16018      33.830144
## Gino Gradkowski                  42.51600          48.64649      40.188698
## Cameron Erving                   58.39329          62.20352      59.053105
## Jonotthan Harrison               50.65828          47.10834      47.083068
## James Stone                      34.52865          29.38448      30.155845
## Brian Folkerts                   43.54225          38.90562      41.856522
## Shaq Mason                       34.87758          32.90132      24.108771
## Jeremy Zuttah                    72.07829          73.41370      70.130313
## Kory Lichtensteiger              73.85636          76.18394      79.593586
## Cody Wallace                     45.88124          41.66045      47.827212
## John Sullivan                    73.24466          78.70150      79.352892
## Garrett Gilkey                   32.64469          27.48052      30.792791
## Mitch Morse                      43.77227          34.92811      42.253018
## Patrick Lewis                    28.55860          26.98998      28.551285
## Julian Vandervelde               35.44873          29.47265      30.326748
## Wesley Johnson                   42.27589          40.24681      35.659047
## Khaled Holmes                    38.10745          41.94472      39.591202
## Ryan Kalil                       83.73121          86.35179      83.183218
## David Molk                       58.39818          64.84933      60.717111
## Gabe Ikard                       34.65026          40.71746      29.134796
## Dillon Farrell                   33.92030          31.04524      30.199589
## Travis Frederick                 81.13542          84.67282      88.686894
## Reese Dismukes                   27.94593          32.59742      27.166614
## Corey Linsley                    89.33600          87.78098      90.020127
## B.J. Finney                      24.09396          21.85015      25.030487
## Eric Kush                        49.22553          51.50624      43.254648
## Jason Kelce                      83.18137          85.41177      80.273057
## Travis Swanson                   50.16176          52.78153      47.342363
## Brian Schwenke                   63.50756          57.29918      56.501197
## Russell Bodine                   65.85857          56.64898      63.693572
## Shane McDermott                  23.36132          19.47567      22.768291
## Josh Allen                       34.50127          34.94349      30.470460
## Hroniss Grasu                    48.56211          46.72330      42.159685
## Brett Goode                      17.69951          22.23804      14.294423
## Nick Sundberg                    10.84851          15.36412       8.206295
## Ted Larsen                       51.71871          56.78186      52.937728
## Tim Lelito                       59.14766          56.65916      63.416894
## Weston Richburg                  58.34745          53.74659      57.592538
## Evan Smith                       63.28670          64.16285      64.403373
## Joe Hawley                       50.65850          50.67155      53.045081
## Michael Brewster                 32.96164          39.66216      36.447623
## Will Montgomery                  78.27446          71.51863      82.813569
## James Ferentz                    37.54858          33.86064      36.007557
## Max Garcia                       36.67627          28.49585      35.970004
## Tim Barnes                       45.29837          46.49616      47.184441
## Matt Paradis                     24.62669          20.79059      23.023450
## J.D. Walton                      45.29402          45.10732      48.017685
## Braxston Cave                    32.00323          27.98247      34.361225
## J.C. Tretter                     65.35456          64.96300      60.837271
## Garrison Sanborn                 12.43464          16.45804       9.237847
## Daniel Kilgore                   63.84026          62.99094      66.472998
## Alex Mack                        86.82505          86.98267      90.008881
## Dalton Freeman                   47.33211          40.63629      42.384278
## A.Q. Shipley                     60.11159          56.73940      61.616488
## Darren Keyton                    25.65434          23.63634      24.810381
## Max Unger                        81.46165          82.77653      86.468172
## Cody White                       44.71530          42.55472      38.123660
## Rodney Hudson                    82.61890          85.64302      86.775314
## Lemuel Jeanpierre                44.86444          48.11232      45.009196
## Ben Jones                        52.54552          55.78977      56.026458
## Trevor Robinson                  51.05860          50.03222      50.006841
## Luke Bowanko                     50.46769          48.92354      52.173127
## Bryan Stork                      54.68858          57.82772      59.808169
## Austin Reiter                    29.44936          30.83488      22.247282
## Greg Warren                      24.46256          27.71211      25.962877
## Chris Watt                       44.34673          46.27317      50.384175
## Andy Gallik                      27.06097          25.83128      32.084124
## Joe Berger                       53.09553          58.04159      58.829734
## Jacques McClendon                44.40854          41.29316      43.612255
## Taylor Boggs                     28.71036          28.97322      31.183394
## Demetrius Rhaney                 42.87382          40.72364      34.022321
## Ryan Jensen                      41.93239          43.09005      41.914941
## Mike Pouncey                     79.77607          83.46693      80.486563
## Maurkice Pouncey                 88.10887          90.97347      91.504462
##                     Quick Center Pass Blocker
## Eric Wood               73.52539     73.93837
## Stefen Wisniewski       63.91379     64.14489
## Peter Konz              44.92091     40.82161
## Tyler Larsen            27.63249     30.61632
## Kraig Urbik             41.96981     55.71884
## Nick Mangold            87.69665     93.85505
## Marcus Martin           55.02407     49.98426
## T.J. Johnson            25.99422     28.73669
## Gino Gradkowski         50.08160     43.21201
## Cameron Erving          66.34906     66.73398
## Jonotthan Harrison      47.68202     43.02684
## James Stone             34.82905     30.79288
## Brian Folkerts          37.03374     35.56663
## Shaq Mason              42.65483     25.18178
## Jeremy Zuttah           73.52907     69.51196
## Kory Lichtensteiger     73.06743     81.66542
## Cody Wallace            40.52078     45.68142
## John Sullivan           70.46790     77.44224
## Garrett Gilkey          27.55699     26.66108
## Mitch Morse             33.36850     34.17495
## Patrick Lewis           26.92603     27.55700
## Julian Vandervelde      34.60961     29.53345
## Wesley Johnson          47.85365     38.41319
## Khaled Holmes           45.03428     46.88190
## Ryan Kalil              85.72146     83.41328
## David Molk              56.79747     55.56481
## Gabe Ikard              54.67034     44.17537
## Dillon Farrell          34.18127     29.52582
## Travis Frederick        73.62660     85.63467
## Reese Dismukes          34.23427     30.86969
## Corey Linsley           86.68986     88.55370
## B.J. Finney             23.82161     27.31350
## Eric Kush               61.71690     52.61764
## Jason Kelce             89.51678     85.72236
## Travis Swanson          56.00338     50.56873
## Brian Schwenke          61.52979     52.55069
## Russell Bodine          51.28735     50.04749
## Shane McDermott         20.37524     21.36809
## Josh Allen              37.82477     30.62524
## Hroniss Grasu           61.99742     55.32370
## Brett Goode             29.15773     20.54932
## Nick Sundberg           24.17595     15.82762
## Ted Larsen              58.86023     59.35191
## Tim Lelito              50.02217     57.54397
## Weston Richburg         56.61726     58.12086
## Evan Smith              61.57209     62.62387
## Joe Hawley              50.40378     54.69709
## Michael Brewster        30.82772     31.61856
## Will Montgomery         64.06620     76.05743
## James Ferentz           39.93436     40.49405
## Max Garcia              26.84306     28.75393
## Tim Barnes              48.93471     52.49094
## Matt Paradis            22.50745     21.94149
## J.D. Walton             47.05687     52.75567
## Braxston Cave           23.32865     27.58665
## J.C. Tretter            70.01988     63.47708
## Garrison Sanborn        21.40087     12.62705
## Daniel Kilgore          57.15099     61.11096
## Alex Mack               82.85003     88.46991
## Dalton Freeman          41.81663     36.38000
## A.Q. Shipley            53.53067     57.18108
## Darren Keyton           25.04078     24.86619
## Max Unger               77.44616     85.59293
## Cody White              49.52308     40.12732
## Rodney Hudson           84.75454     90.02982
## Lemuel Jeanpierre       48.19221     46.97013
## Ben Jones               50.18613     53.56635
## Trevor Robinson         47.30851     45.13131
## Luke Bowanko            44.18621     46.84551
## Bryan Stork             55.04699     62.25412
## Austin Reiter           43.27904     30.52198
## Greg Warren             28.69138     30.37238
## Chris Watt              35.59958     42.52527
## Andy Gallik             20.48291     27.76546
## Joe Berger              52.05374     58.67075
## Jacques McClendon       39.78706     39.42883
## Taylor Boggs            23.10504     25.56785
## Demetrius Rhaney        54.81984     42.53024
## Ryan Jensen             40.84681     39.50874
## Mike Pouncey            83.39252     82.89729
## Maurkice Pouncey        88.28694     92.29383
##                     Athletic Poor Blocker Balanced Center Power Center
## Eric Wood                        71.74837        72.52019    71.311504
## Stefen Wisniewski                64.60163        67.09564    66.186367
## Peter Konz                       39.94484        41.67787    37.335032
## Tyler Larsen                     41.30990        33.31880    47.228257
## Kraig Urbik                      57.93266        53.55586    67.456119
## Nick Mangold                     90.62774        92.21129    93.614914
## Marcus Martin                    49.20276        50.99699    45.616445
## T.J. Johnson                     32.79542        30.43442    36.516374
## Gino Gradkowski                  47.31806        46.80598    44.399701
## Cameron Erving                   57.30190        57.67182    52.535744
## Jonotthan Harrison               52.00825        50.04569    52.490948
## James Stone                      30.63865        32.71997    27.924077
## Brian Folkerts                   46.47952        39.99196    49.021215
## Shaq Mason                       39.89058        34.48049    32.363027
## Jeremy Zuttah                    73.41009        75.36098    73.152950
## Kory Lichtensteiger              69.18022        75.23165    71.535883
## Cody Wallace                     42.96582        42.42571    45.038293
## John Sullivan                    74.86515        77.96824    79.890100
## Garrett Gilkey                   33.13920        29.00979    34.332080
## Mitch Morse                      44.38673        36.91191    47.882422
## Patrick Lewis                    28.62479        26.61421    28.973124
## Julian Vandervelde               33.09665        32.64921    30.592884
## Wesley Johnson                   42.38988        41.26934    36.838465
## Khaled Holmes                    34.93766        39.89515    31.832219
## Ryan Kalil                       85.25663        86.83907    85.203175
## David Molk                       68.53399        61.07780    72.378309
## Gabe Ikard                       32.17228        37.64501    21.551259
## Dillon Farrell                   34.34864        32.28746    32.494092
## Travis Frederick                 81.44396        83.79638    88.066228
## Reese Dismukes                   29.74722        30.74344    27.280321
## Corey Linsley                    89.19870        87.74779    90.278754
## B.J. Finney                      19.38477        22.43666    18.666894
## Eric Kush                        47.59956        50.64548    38.816202
## Jason Kelce                      81.42712        85.93554    76.331373
## Travis Swanson                   50.86534        53.03813    47.627629
## Brian Schwenke                   65.29595        60.35050    63.426654
## Russell Bodine                   69.05696        61.40584    74.697963
## Shane McDermott                  21.52354        20.40073    21.766144
## Josh Allen                       39.80912        32.88823    36.840965
## Hroniss Grasu                    41.24365        45.56751    30.163051
## Brett Goode                      18.17739        21.47226    13.102455
## Nick Sundberg                    10.58642        13.45756     5.921963
## Ted Larsen                       49.78236        55.28838    46.945785
## Tim Lelito                       58.80497        57.64026    64.612861
## Weston Richburg                  54.41048        54.52047    53.342152
## Evan Smith                       63.75753        65.23665    65.716297
## Joe Hawley                       48.07068        49.92788    48.359429
## Michael Brewster                 41.69916        36.70265    47.094716
## Will Montgomery                  74.67074        74.03965    81.395388
## James Ferentz                    31.97303        34.01269    28.432361
## Max Garcia                       35.95915        30.89356    39.611596
## Tim Barnes                       41.56469        44.86920    39.454024
## Matt Paradis                     22.71020        22.34838    22.326006
## J.D. Walton                      39.21642        44.64968    38.013975
## Braxston Cave                    32.69760        28.89841    38.040867
## J.C. Tretter                     67.08258        63.73225    62.700997
## Garrison Sanborn                 15.37493        15.22102    11.137705
## Daniel Kilgore                   65.02373        64.56120    69.707057
## Alex Mack                        85.93321        86.86862    88.911755
## Dalton Freeman                   48.76329        44.15752    49.491484
## A.Q. Shipley                     58.83540        59.04164    62.354945
## Darren Keyton                    23.97095        24.61979    23.422272
## Max Unger                        78.61984        83.25621    82.793083
## Cody White                       45.36076        43.77564    40.280217
## Rodney Hudson                    78.71960        84.17261    78.910237
## Lemuel Jeanpierre                46.02974        47.14969    45.132127
## Ben Jones                        55.12066        54.74816    58.701022
## Trevor Robinson                  54.52277        51.37001    56.864854
## Luke Bowanko                     50.91470        51.27916    55.295242
## Bryan Stork                      51.67117        56.78580    53.340181
## Austin Reiter                    28.83139        30.08532    20.101618
## Greg Warren                      22.72427        26.42892    21.402782
## Chris Watt                       48.75578        45.64363    56.949738
## Andy Gallik                      27.16998        24.74365    32.282068
## Joe Berger                       54.20600        55.91357    57.773153
## Jacques McClendon                44.87607        43.52915    47.001499
## Taylor Boggs                     31.64429        29.65954    36.894098
## Demetrius Rhaney                 42.00995        38.98666    31.482620
## Ryan Jensen                      46.82478        40.99531    47.967844
## Mike Pouncey                     81.08949        82.00168    80.130211
## Maurkice Pouncey                 88.35977        89.07167    89.805160
##                     Quick Center Technique Blocker V6
## Eric Wood               73.00201         72.292059 80
## Stefen Wisniewski       65.80364         69.049189 80
## Peter Konz              44.42568         39.615080 70
## Tyler Larsen            27.58666         36.724468 65
## Kraig Urbik             43.45934         61.712982 75
## Nick Mangold            89.07006         94.857710 95
## Marcus Martin           54.62339         48.072101 72
## T.J. Johnson            26.91353         33.236753 67
## Gino Gradkowski         49.59395         44.000579 70
## Cameron Erving          62.20289         53.358816 73
## Jonotthan Harrison      49.40221         50.059287 72
## James Stone             35.71607         30.582013 67
## Brian Folkerts          37.06716         40.864718 67
## Shaq Mason              41.39008         26.860530 62
## Jeremy Zuttah           75.76893         75.554495 82
## Kory Lichtensteiger     73.63502         78.366817 86
## Cody Wallace            40.39813         44.215787 71
## John Sullivan           73.18033         82.845487 87
## Garrett Gilkey          27.58664         29.159175 64
## Mitch Morse             33.11860         38.384550 66
## Patrick Lewis           26.11554         26.488528 64
## Julian Vandervelde      35.09035         30.251282 66
## Wesley Johnson          46.66169         35.935549 67
## Khaled Holmes           43.57467         37.977439 71
## Ryan Kalil              87.02241         87.126806 87
## David Molk              56.18090         63.303080 74
## Gabe Ikard              50.48827         28.027953 67
## Dillon Farrell          33.88904         30.178779 65
## Travis Frederick        76.41911         89.772277 91
## Reese Dismukes          33.34829         28.638367 66
## Corey Linsley           86.37544         88.528558 86
## B.J. Finney             23.50116         22.407294 65
## Eric Kush               59.46428         43.099649 71
## Jason Kelce             89.70244         83.012241 87
## Travis Swanson          56.34090         50.528258 73
## Brian Schwenke          61.75965         57.425863 72
## Russell Bodine          54.35221         65.502815 75
## Shane McDermott         20.07663         20.373480 62
## Josh Allen              35.03516         28.924142 62
## Hroniss Grasu           57.41903         35.837391 69
## Brett Goode             28.31028         16.834181 62
## Nick Sundberg           21.47739          8.659146 57
## Ted Larsen              58.47957         53.892203 76
## Tim Lelito              51.70388         62.812174 77
## Weston Richburg         55.55978         53.558124 74
## Evan Smith              63.46838         67.336161 79
## Joe Hawley              49.81507         50.604716 74
## Michael Brewster        31.43423         40.433511 68
## Will Montgomery         66.34860         80.268813 84
## James Ferentz           37.87197         31.081158 67
## Max Garcia              27.28187         32.968686 65
## Tim Barnes              47.25855         43.614914 72
## Matt Paradis            22.68738         21.917883 63
## J.D. Walton             46.34885         44.715186 73
## Braxston Cave           24.03607         32.733971 66
## J.C. Tretter            67.63388         58.784823 73
## Garrison Sanborn        20.17380         11.274378 57
## Daniel Kilgore          59.74171         68.824761 79
## Alex Mack               83.75210         89.673897 89
## Dalton Freeman          43.05284         43.813937 69
## A.Q. Shipley            55.59173         62.336334 77
## Darren Keyton           25.22390         24.247898 64
## Max Unger               79.73035         87.351480 90
## Cody White              48.60364         38.774671 68
## Rodney Hudson           84.46099         85.379304 89
## Lemuel Jeanpierre       48.12196         46.565015 72
## Ben Jones               51.20992         57.982250 75
## Trevor Robinson         48.79884         52.856833 72
## Luke Bowanko            47.06456         55.404728 75
## Bryan Stork             55.64458         59.410339 78
## Austin Reiter           40.19546         21.996162 63
## Greg Warren             28.21288         25.934298 67
## Chris Watt              37.60503         52.548286 73
## Andy Gallik             20.26361         28.688891 65
## Joe Berger              52.59859         59.556376 77
## Jacques McClendon       41.38076         45.186134 71
## Taylor Boggs            24.90281         33.923049 67
## Demetrius Rhaney        49.38559         28.907026 63
## Ryan Jensen             39.40807         40.757836 67
## Mike Pouncey            82.95168         81.346003 84
## Maurkice Pouncey        87.67493         90.490627 90
##                     Athletic Poor Blocker Quick Run Blocker Strong Blocker
## Eric Wood                        70.27455          74.35628      71.719104
## Stefen Wisniewski                62.05768          67.48190      64.077628
## Peter Konz                       37.34878          43.69780      36.599545
## Tyler Larsen                     38.09000          32.90547      39.486044
## Kraig Urbik                      59.85388          51.80683      66.411750
## Nick Mangold                     92.72523          91.57002      95.294899
## Marcus Martin                    47.85788          51.85995      45.651763
## T.J. Johnson                     32.58853          29.16018      33.830144
## Gino Gradkowski                  42.51600          48.64649      40.188698
## Cameron Erving                   58.39329          62.20352      59.053105
## Jonotthan Harrison               50.65828          47.10834      47.083068
## James Stone                      34.52865          29.38448      30.155845
## Brian Folkerts                   43.54225          38.90562      41.856522
## Shaq Mason                       34.87758          32.90132      24.108771
## Jeremy Zuttah                    72.07829          73.41370      70.130313
## Kory Lichtensteiger              73.85636          76.18394      79.593586
## Cody Wallace                     45.88124          41.66045      47.827212
## John Sullivan                    73.24466          78.70150      79.352892
## Garrett Gilkey                   32.64469          27.48052      30.792791
## Mitch Morse                      43.77227          34.92811      42.253018
## Patrick Lewis                    28.55860          26.98998      28.551285
## Julian Vandervelde               35.44873          29.47265      30.326748
## Wesley Johnson                   42.27589          40.24681      35.659047
## Khaled Holmes                    38.10745          41.94472      39.591202
## Ryan Kalil                       83.73121          86.35179      83.183218
## David Molk                       58.39818          64.84933      60.717111
## Gabe Ikard                       34.65026          40.71746      29.134796
## Dillon Farrell                   33.92030          31.04524      30.199589
## Travis Frederick                 81.13542          84.67282      88.686894
## Reese Dismukes                   27.94593          32.59742      27.166614
## Corey Linsley                    89.33600          87.78098      90.020127
## B.J. Finney                      24.09396          21.85015      25.030487
## Eric Kush                        49.22553          51.50624      43.254648
## Jason Kelce                      83.18137          85.41177      80.273057
## Travis Swanson                   50.16176          52.78153      47.342363
## Brian Schwenke                   63.50756          57.29918      56.501197
## Russell Bodine                   65.85857          56.64898      63.693572
## Shane McDermott                  23.36132          19.47567      22.768291
## Josh Allen                       34.50127          34.94349      30.470460
## Hroniss Grasu                    48.56211          46.72330      42.159685
## Brett Goode                      17.69951          22.23804      14.294423
## Nick Sundberg                    10.84851          15.36412       8.206295
## Ted Larsen                       51.71871          56.78186      52.937728
## Tim Lelito                       59.14766          56.65916      63.416894
## Weston Richburg                  58.34745          53.74659      57.592538
## Evan Smith                       63.28670          64.16285      64.403373
## Joe Hawley                       50.65850          50.67155      53.045081
## Michael Brewster                 32.96164          39.66216      36.447623
## Will Montgomery                  78.27446          71.51863      82.813569
## James Ferentz                    37.54858          33.86064      36.007557
## Max Garcia                       36.67627          28.49585      35.970004
## Tim Barnes                       45.29837          46.49616      47.184441
## Matt Paradis                     24.62669          20.79059      23.023450
## J.D. Walton                      45.29402          45.10732      48.017685
## Braxston Cave                    32.00323          27.98247      34.361225
## J.C. Tretter                     65.35456          64.96300      60.837271
## Garrison Sanborn                 12.43464          16.45804       9.237847
## Daniel Kilgore                   63.84026          62.99094      66.472998
## Alex Mack                        86.82505          86.98267      90.008881
## Dalton Freeman                   47.33211          40.63629      42.384278
## A.Q. Shipley                     60.11159          56.73940      61.616488
## Darren Keyton                    25.65434          23.63634      24.810381
## Max Unger                        81.46165          82.77653      86.468172
## Cody White                       44.71530          42.55472      38.123660
## Rodney Hudson                    82.61890          85.64302      86.775314
## Lemuel Jeanpierre                44.86444          48.11232      45.009196
## Ben Jones                        52.54552          55.78977      56.026458
## Trevor Robinson                  51.05860          50.03222      50.006841
## Luke Bowanko                     50.46769          48.92354      52.173127
## Bryan Stork                      54.68858          57.82772      59.808169
## Austin Reiter                    29.44936          30.83488      22.247282
## Greg Warren                      24.46256          27.71211      25.962877
## Chris Watt                       44.34673          46.27317      50.384175
## Andy Gallik                      27.06097          25.83128      32.084124
## Joe Berger                       53.09553          58.04159      58.829734
## Jacques McClendon                44.40854          41.29316      43.612255
## Taylor Boggs                     28.71036          28.97322      31.183394
## Demetrius Rhaney                 42.87382          40.72364      34.022321
## Ryan Jensen                      41.93239          43.09005      41.914941
## Mike Pouncey                     79.77607          83.46693      80.486563
## Maurkice Pouncey                 88.10887          90.97347      91.504462
##                     Quick Center Pass Blocker V6
## Eric Wood               73.52539     73.93837 80
## Stefen Wisniewski       63.91379     64.14489 80
## Peter Konz              44.92091     40.82161 70
## Tyler Larsen            27.63249     30.61632 65
## Kraig Urbik             41.96981     55.71884 75
## Nick Mangold            87.69665     93.85505 95
## Marcus Martin           55.02407     49.98426 72
## T.J. Johnson            25.99422     28.73669 67
## Gino Gradkowski         50.08160     43.21201 70
## Cameron Erving          66.34906     66.73398 73
## Jonotthan Harrison      47.68202     43.02684 72
## James Stone             34.82905     30.79288 67
## Brian Folkerts          37.03374     35.56663 67
## Shaq Mason              42.65483     25.18178 62
## Jeremy Zuttah           73.52907     69.51196 82
## Kory Lichtensteiger     73.06743     81.66542 86
## Cody Wallace            40.52078     45.68142 71
## John Sullivan           70.46790     77.44224 87
## Garrett Gilkey          27.55699     26.66108 64
## Mitch Morse             33.36850     34.17495 66
## Patrick Lewis           26.92603     27.55700 64
## Julian Vandervelde      34.60961     29.53345 66
## Wesley Johnson          47.85365     38.41319 67
## Khaled Holmes           45.03428     46.88190 71
## Ryan Kalil              85.72146     83.41328 87
## David Molk              56.79747     55.56481 74
## Gabe Ikard              54.67034     44.17537 67
## Dillon Farrell          34.18127     29.52582 65
## Travis Frederick        73.62660     85.63467 91
## Reese Dismukes          34.23427     30.86969 66
## Corey Linsley           86.68986     88.55370 86
## B.J. Finney             23.82161     27.31350 65
## Eric Kush               61.71690     52.61764 71
## Jason Kelce             89.51678     85.72236 87
## Travis Swanson          56.00338     50.56873 73
## Brian Schwenke          61.52979     52.55069 72
## Russell Bodine          51.28735     50.04749 75
## Shane McDermott         20.37524     21.36809 62
## Josh Allen              37.82477     30.62524 62
## Hroniss Grasu           61.99742     55.32370 69
## Brett Goode             29.15773     20.54932 62
## Nick Sundberg           24.17595     15.82762 57
## Ted Larsen              58.86023     59.35191 76
## Tim Lelito              50.02217     57.54397 77
## Weston Richburg         56.61726     58.12086 74
## Evan Smith              61.57209     62.62387 79
## Joe Hawley              50.40378     54.69709 74
## Michael Brewster        30.82772     31.61856 68
## Will Montgomery         64.06620     76.05743 84
## James Ferentz           39.93436     40.49405 67
## Max Garcia              26.84306     28.75393 65
## Tim Barnes              48.93471     52.49094 72
## Matt Paradis            22.50745     21.94149 63
## J.D. Walton             47.05687     52.75567 73
## Braxston Cave           23.32865     27.58665 66
## J.C. Tretter            70.01988     63.47708 73
## Garrison Sanborn        21.40087     12.62705 57
## Daniel Kilgore          57.15099     61.11096 79
## Alex Mack               82.85003     88.46991 89
## Dalton Freeman          41.81663     36.38000 69
## A.Q. Shipley            53.53067     57.18108 77
## Darren Keyton           25.04078     24.86619 64
## Max Unger               77.44616     85.59293 90
## Cody White              49.52308     40.12732 68
## Rodney Hudson           84.75454     90.02982 89
## Lemuel Jeanpierre       48.19221     46.97013 72
## Ben Jones               50.18613     53.56635 75
## Trevor Robinson         47.30851     45.13131 72
## Luke Bowanko            44.18621     46.84551 75
## Bryan Stork             55.04699     62.25412 78
## Austin Reiter           43.27904     30.52198 63
## Greg Warren             28.69138     30.37238 67
## Chris Watt              35.59958     42.52527 73
## Andy Gallik             20.48291     27.76546 65
## Joe Berger              52.05374     58.67075 77
## Jacques McClendon       39.78706     39.42883 71
## Taylor Boggs            23.10504     25.56785 67
## Demetrius Rhaney        54.81984     42.53024 63
## Ryan Jensen             40.84681     39.50874 67
## Mike Pouncey            83.39252     82.89729 84
## Maurkice Pouncey        88.28694     92.29383 90